{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.0.3'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "pd.__version__  # for the record"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(252, 9)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-01</th>\n",
       "      <td>132.089996</td>\n",
       "      <td>134.100006</td>\n",
       "      <td>131.779999</td>\n",
       "      <td>133.919998</td>\n",
       "      <td>117.161659</td>\n",
       "      <td>202385700</td>\n",
       "      <td>132.373927</td>\n",
       "      <td>125.316073</td>\n",
       "      <td>1.219057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-05</th>\n",
       "      <td>133.779999</td>\n",
       "      <td>134.080002</td>\n",
       "      <td>133.389999</td>\n",
       "      <td>133.809998</td>\n",
       "      <td>117.065437</td>\n",
       "      <td>165936000</td>\n",
       "      <td>133.254297</td>\n",
       "      <td>124.912703</td>\n",
       "      <td>1.066618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-06</th>\n",
       "      <td>133.490005</td>\n",
       "      <td>134.139999</td>\n",
       "      <td>133.110001</td>\n",
       "      <td>133.970001</td>\n",
       "      <td>117.205429</td>\n",
       "      <td>143331600</td>\n",
       "      <td>134.040915</td>\n",
       "      <td>124.627085</td>\n",
       "      <td>0.992467</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2011-07-01  132.089996  134.100006  131.779999  133.919998  117.161659   \n",
       "2011-07-05  133.779999  134.080002  133.389999  133.809998  117.065437   \n",
       "2011-07-06  133.490005  134.139999  133.110001  133.970001  117.205429   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2011-07-01  202385700  132.373927  125.316073  1.219057  \n",
       "2011-07-05  165936000  133.254297  124.912703  1.066618  \n",
       "2011-07-06  143331600  134.040915  124.627085  0.992467  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-06-27</th>\n",
       "      <td>132.419998</td>\n",
       "      <td>133.429993</td>\n",
       "      <td>131.970001</td>\n",
       "      <td>133.169998</td>\n",
       "      <td>118.980804</td>\n",
       "      <td>108088000</td>\n",
       "      <td>136.447962</td>\n",
       "      <td>128.140042</td>\n",
       "      <td>0.605441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-28</th>\n",
       "      <td>132.289993</td>\n",
       "      <td>132.990005</td>\n",
       "      <td>131.279999</td>\n",
       "      <td>132.789993</td>\n",
       "      <td>118.641281</td>\n",
       "      <td>169242100</td>\n",
       "      <td>136.500761</td>\n",
       "      <td>128.219241</td>\n",
       "      <td>0.551922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29</th>\n",
       "      <td>135.199997</td>\n",
       "      <td>136.270004</td>\n",
       "      <td>134.850006</td>\n",
       "      <td>136.100006</td>\n",
       "      <td>121.598610</td>\n",
       "      <td>212250900</td>\n",
       "      <td>136.721010</td>\n",
       "      <td>128.792993</td>\n",
       "      <td>0.921670</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2012-06-27  132.419998  133.429993  131.970001  133.169998  118.980804   \n",
       "2012-06-28  132.289993  132.990005  131.279999  132.789993  118.641281   \n",
       "2012-06-29  135.199997  136.270004  134.850006  136.100006  121.598610   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2012-06-27  108088000  136.447962  128.140042  0.605441  \n",
       "2012-06-28  169242100  136.500761  128.219241  0.551922  \n",
       "2012-06-29  212250900  136.721010  128.792993  0.921670  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idf = pd.read_csv('../../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n",
    "#df = df.loc['2012-01-01':,:]\n",
    "idf.shape\n",
    "idf.head(3)\n",
    "idf.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### Using this dataframe, we can of course plot a basic ohlc or candlestick plot:\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = idf.loc['2011-08-15':'2011-11-30',:]\n",
    "df = idf.loc['2011-07-01':'2011-12-30',:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "\n",
    "mpf.plot(df,volume=True,style='sas')#,adjust_widths=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(41, 5)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-05-19 09:00:00</th>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>324959.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-19 10:00:00</th>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>400205.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-19 11:00:00</th>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>1004006.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Open      High       Low     Close     Volume\n",
       "Date                                                                  \n",
       "2020-05-19 09:00:00  0.000021  0.000021  0.000021  0.000021   324959.0\n",
       "2020-05-19 10:00:00  0.000021  0.000021  0.000021  0.000021   400205.0\n",
       "2020-05-19 11:00:00  0.000021  0.000021  0.000021  0.000021  1004006.0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-05-20 23:00:00</th>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>385498.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-21 00:00:00</th>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000022</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>532283.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-21 01:00:00</th>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000022</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>172228.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Open      High       Low     Close    Volume\n",
       "Date                                                                 \n",
       "2020-05-20 23:00:00  0.000021  0.000021  0.000021  0.000021  385498.0\n",
       "2020-05-21 00:00:00  0.000021  0.000022  0.000021  0.000021  532283.0\n",
       "2020-05-21 01:00:00  0.000021  0.000022  0.000021  0.000021  172228.0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idf = pd.read_csv('issue#142_data.csv',index_col=0,parse_dates=True)\n",
    "#df = df.loc['2012-01-01':,:]\n",
    "idf.shape\n",
    "idf.head(3)\n",
    "idf.tail(3)\n",
    "#idf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(idf,volume=True,style='sas')#,adjust_widths=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# I have confirmed on my own machine that <br><br>` sudo pip install --upgrade matplotlib `<br><br> fixes the problem.\n",
    "\n",
    "---\n",
    "\n",
    "### This Issue#142 is the same problem that was reported in Issue#77"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ap= {'data': array([2.118e-05, 2.119e-05, 2.119e-05, 2.133e-05, 2.125e-05, 2.122e-05,\n",
      "       2.132e-05, 2.132e-05, 2.136e-05, 2.131e-05, 2.133e-05, 2.133e-05,\n",
      "       2.132e-05, 2.137e-05, 2.126e-05, 2.145e-05, 2.151e-05, 2.147e-05,\n",
      "       2.146e-05, 2.146e-05, 2.146e-05, 2.152e-05, 2.163e-05, 2.168e-05,\n",
      "       2.166e-05, 2.152e-05, 2.145e-05, 2.141e-05, 2.157e-05, 2.160e-05,\n",
      "       2.150e-05, 2.143e-05, 2.134e-05, 2.137e-05, 2.135e-05, 2.127e-05,\n",
      "       2.131e-05, 2.138e-05, 2.149e-05, 2.150e-05, 2.156e-05]), 'scatter': False, 'type': 'scatter', 'panel': 0, 'marker': 'o', 'markersize': 25, 'color': None, 'linestyle': None, 'width': 0.8, 'bottom': 0, 'alpha': 1, 'secondary_y': 'auto'}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#apdata = [float('nan')]*len(idf['High'])\n",
    "#apdata[3] = idf['High'].values[3]\n",
    "\n",
    "apdata = idf['High'].values\n",
    "\n",
    "ap = mpf.make_addplot(apdata,type='scatter',markersize=25)#,secondary_y=True)\n",
    "print('ap=',ap)\n",
    "\n",
    "\n",
    "mpf.plot(idf,volume=True,style='sas',addplot=ap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
